Pith Number

pith:QB464C5H

pith:2019:QB464C5HBNU2AAIGN63R2ORGMV

not attested not anchored not stored refs pending

Reinforcement Learning for Multi-Objective Optimization of Online Decisions in High-Dimensional Systems

Balaraman Ravindran, Hardik Meisheri, Harshad Khadilkar, Nazneen N Sultana, Vinita Baniwal

arxiv:1910.00211 v1 · 2019-10-01 · cs.AI · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QB464C5HBNU2AAIGN63R2ORGMV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T00:08:43.758245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8079ee0ba70b69a001066fb71d3a26656625104e3f7f2cfbc545efdc4e7e63f4

Aliases

arxiv: 1910.00211 · arxiv_version: 1910.00211v1 · doi: 10.48550/arxiv.1910.00211 · pith_short_12: QB464C5HBNU2 · pith_short_16: QB464C5HBNU2AAIG · pith_short_8: QB464C5H

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QB464C5HBNU2AAIGN63R2ORGMV \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8079ee0ba70b69a001066fb71d3a26656625104e3f7f2cfbc545efdc4e7e63f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdf837088592e1d32ea7f2ea724fc9e329a07515f5b89cca7afe79709df299d7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-10-01T06:16:48Z",
    "title_canon_sha256": "32e3e17950f5e961b7ecc75fa02eff1737522062e4b416f9294f06571360c5d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.00211",
    "kind": "arxiv",
    "version": 1
  }
}